{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第一周作业\n",
    "    请在 Capital Bikeshare （美国 Washington, D.C.的一个共享单车公司）提供的自行\n",
    "车数据上进行回归分析。训练数据为 2011 年的数据，要求预测 2012 年每天的单车\n",
    "共享数量。本项目对原始数据集做了以下处理：\n",
    ".本项目的 ‘instant’、‘season’、‘yr’、‘mnth’这几个特征不是必须的，已经被剔除"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1 导入数据\n",
    "    此项目数据来自 http://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset。 训练数据为 2011 年的数据，要求预测 2012 年每天的单车共享数量。\n",
    "  \n",
    "    运行下面区域的代码以载入自行车数据集，以及一些此项目所需的Python库。如果成功返回数据集的大小，表示数据集已载入成功。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   holiday  weekday  workingday  weathersit      temp     atemp       hum  \\\n",
       "0        0        6           0           2  0.344167  0.363625  0.805833   \n",
       "1        0        0           0           2  0.363478  0.353739  0.696087   \n",
       "2        0        1           1           1  0.196364  0.189405  0.437273   \n",
       "3        0        2           1           1  0.200000  0.212122  0.590435   \n",
       "4        0        3           1           1  0.226957  0.229270  0.436957   \n",
       "\n",
       "   windspeed   cnt  \n",
       "0   0.160446   985  \n",
       "1   0.248539   801  \n",
       "2   0.248309  1349  \n",
       "3   0.160296  1562  \n",
       "4   0.186900  1600  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#导入必要的工具包\n",
    "import numpy as np #linear algebra\n",
    "import pandas as pd #data processing,CSV file I/O\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "#图形出现在notebook，而不是新窗口里\n",
    "%matplotlib inline\n",
    "\n",
    "#读取数据\n",
    "dpath = './data/'\n",
    "data = pd.read_csv(dpath + 'day.csv')\n",
    "#data = _data.sort_index(by='cnt')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 9 columns):\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(5)\n",
      "memory usage: 51.5 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看是否有空值\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.2 探索数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          holiday     weekday  workingday  weathersit        temp       atemp  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.028728    2.997264    0.683995    1.395349    0.495385    0.474354   \n",
       "std      0.167155    2.004787    0.465233    0.544894    0.183051    0.162961   \n",
       "min      0.000000    0.000000    0.000000    1.000000    0.059130    0.079070   \n",
       "25%      0.000000    1.000000    0.000000    1.000000    0.337083    0.337842   \n",
       "50%      0.000000    3.000000    1.000000    1.000000    0.498333    0.486733   \n",
       "75%      0.000000    5.000000    1.000000    2.000000    0.655417    0.608602   \n",
       "max      1.000000    6.000000    1.000000    3.000000    0.861667    0.840896   \n",
       "\n",
       "              hum   windspeed          cnt  \n",
       "count  731.000000  731.000000   731.000000  \n",
       "mean     0.627894    0.190486  4504.348837  \n",
       "std      0.142429    0.077498  1937.211452  \n",
       "min      0.000000    0.022392    22.000000  \n",
       "25%      0.520000    0.134950  3152.000000  \n",
       "50%      0.626667    0.180975  4548.000000  \n",
       "75%      0.730209    0.233214  5956.000000  \n",
       "max      0.972500    0.507463  8714.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.2.1 单变量分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fei/.local/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.cnt.values,bins=30,kde=True)\n",
    "plt.xlabel('cnt value of owner-occupied homes',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Distribution of cnt')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(range(data.shape[0]),data[\"cnt\"].values,color='purple')\n",
    "plt.title('Distribution of cnt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.2.2 输入属性的直方图/分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fei/.local/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.cnt.values,bins=30,kde=True)\n",
    "plt.xlabel('cnt rate',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fei/.local/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.temp.values,bins=30,kde=True)\n",
    "plt.xlabel('temp rate',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fei/.local/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.hum.values,bins=30,kde=True)\n",
    "plt.xlabel('hum rate',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fei/.local/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.windspeed.values,bins=30,kde=True)\n",
    "plt.xlabel('windspeed rate',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.countplot(data.weathersit)\n",
    "plt.xlabel('weathersit rate',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2.3 两两变量的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = data.columns\n",
    "data_corr = data.corr().abs()\n",
    "plt.subplots(figsize=(13,9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "sns.heatmap(data_corr,mask=data_corr < 1,cbar = False)\n",
    "plt.savefig('day.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上图的可以看出，temp以及atemp和cnt的相关性最好，但是temp和atemp两个特征有很强的相关性，所以我们可以只取这两个特征中的一个"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "temp and atemp = 0.99\n",
      "atemp and cnt = 0.63\n",
      "temp and cnt = 0.63\n",
      "weathersit and hum = 0.59\n"
     ]
    }
   ],
   "source": [
    "threshold = 0.5\n",
    "corr_list = []\n",
    "size = data.shape[1]\n",
    "\n",
    "for i in range(0,size):\n",
    "    for j in range(i+1,size):\n",
    "        if(data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] < 1):\n",
    "             corr_list.append([data_corr.iloc[i,j],i,j])\n",
    "s_corr_list = sorted(corr_list,key=lambda x:-abs(x[0]))\n",
    "for v,i,j in s_corr_list:\n",
    "    print(\"%s and %s = %.2f\" % (cols[i],cols[j],v))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/p/jhN6YAHDQGQw7ffdEXwZRRAbh4KAb17FcDCPjcKHO7LBkcs3IBK0MyjYw19UC0DoUHCaLIsCLUyGR7Vm+//piohCoDXnfKthuW1eLBF47igeePIiqIiMRFW0MYwzEBT775sRJ227T3BFa2HVIMpH4/p3rCyrEnVfsxdoQPe1Zfiw9/fhP2rL42IVcfWY7VOzpSwpgLrhiHcq8Ldzx1AL0DscHZXJE4yj08RlV40XjVJNyz8wiC//Qyvr9tP1w8B5+LNw3ZytfkxJwumrycHVRcTBBFSLbFxEbbA7Ak0BiICRBFqMJ6x5VwnVzka9Y9wij8JYf05P24eQ6daxemjAppbQpCkoBRFT6c6gljdKUPX4ajuHentiasyu9F7f98GXGVwUjsc5FS7Hzfwuma7eR2Tncw5nml83IyKQrP5X6GIDRPiyCKGSe7XGRzTIBhzCq8ypwsGbl7BCQwzz1dBwr5a6OhjOVuXjOMEpJkaGS2NtcZDpN8bHkdAj4XPjwfQkv7Mc3P18yfip/cMJV5TTxnfu/Vc8NS7geQdjaZ+hlQTssQSxdP4UGCKACFGglvFAJjqQ1Z4btwVDANpbHCXzVjKlLCnfr9uFy85ms/Y5xIwOfW1F7NnVKNzY1BvPXheXx4PpQiKJGl/CzloBWVIKvo+WR3WKlj6w5FMRA1VwWmNCG+lV1oTaRCRosgCkAuu1zYxSzHkklujd3RIm57kTbrjlHt9+LxW+rQuXYRWhpm4DfvnMTMCRfj0de6cKpHa5xkKf+mV45j/dJa3TUFwXNIKz83yhVuWFaLTa8cHyxS3tGBgbiY9kUkXf6MYEPhQYIoAGahpnRhKqcxy7How3dWQphOhr/S7UtfnCw36B2ICYm2U0mpfOfaRZj+YOJ+q5v99kfjEEQJdz/znqVz1R/vwReO4oWO08rP5Wc45YFdmvs4zHNVVqGGuQRRrKSTtecTs3ElViTceqzWKzmxL835qTrA+71aCbtayt9++DTaD59WcmN3P/OeZfm5+ngSJJy9ENH8/OuXVeFCf0z5Wj0EM9/5y6EKhQcJ21A1f/ZkK2t3klzkWJwMf2W6L/V2RlL+LU2zEWDkzKwOnDTqDPLCoc+Vz3z9sioMxFI7keQjfzlUofAgYQtSPjmn+htub9/669UrBXN9/Ub3OxwTspKfC4KIcExAwOdGKBKHi+NwrjeCiVV+nOoJY6TfAxfPG88Ho7ChHlIPEs5TTAKCQuCk6m84JeP19+1Xb3yUd+/D6H5b9XhZ0QWXi0dlmUfx5kLROB54/qgy8iQqiCj38lRM7CBktAhbDPdq/mI32sUautXftwVXjMMqXUeLQtxHK6FRqy8qiWvUX1OH4/PBhjtktAhbDPc/wGI22vmq/crEMOrvG6sxbyHuo+xxyaNawjFBc01WX1RYvxsBn3E+rRD5y6EAGS3CFsUkICgExWy0nfAC0xmkTA2j/r51nesrmvuY7pqsvqgwfzciAhUTOwgZLcIWw72av5iNdrZeoHrxXvObDnzRGwE4JJrOJhfwTA2j+r4tDo7HiDI3/u2OOXjtnuuwODg+5T7mM8yZ7pqsvqgkrjGYUnwsiCIADJv8Za4h6Qphm0xqd4YKTtYgOU22tV/y4j260oc1N07XzZtKKESzMYzlHhf+7Y456BuI48k3P8aWV7uUWVbyaBBWw91cKlTTXZNxHVuyi4YoaWrGAj431i2ZiYlVfnSd68PDuxMzxEgp6Bx0FwnCJsVqtM2KhC1tn1y8X1x5jTK9GNAW3AKwbRhZXd+7zofQfvg0VrZ1YNut9crin+95U/LIlpRrigioKHMbDrR86MU/4eyFSIoxLfO4MH/T71M6nRRDznOoQOFBghgiZBu6lT01M5FEJuFRo/Db/c8dwYrrazT7lsm12EUfenTzwIZltSlhPV61OvI8B3DA97ftx3UbX8MLHacNQ6PFnPMcKhTPayJBEFmTjRdY7ubx+C114Dhg75pvauZoqb0pu+FRs67v8r5DkTgC3mTX+Ry2uDIOPQZR7uEVT+rzL/uxcU8nNt0cTAyxTF6jFWNqx9sdbsXlTkFGiyDySLEuVKIooSesHci4YVkteA44eyGC1uTC3pecGaU3jGbXxTJCXef6MHdKNdYvrcWv//AxmuZcmsibMRb+cnfy+FncO+PQYwfWLZmJOZteVUKXU0YFcKE/hsoyD77ojWCk3wOPi8feNd9U8lWP7OvC+d6IxphazXmyjKc6t0cYQ22cCCIPiGLyjT2ZE9m897hhTqRQMDu9N9dDlCSdcEJ7zlY6set/3toURJXfiw/Ph/DIvi6lga2ctzJq+aQ3qpncO1Z3/c61i3D5Twc7sz9+S53mmv/XXycmKstd42WjXulzJzpiWDgH9TWFInHDIZbrlsxEIOnNFvp3ogBQGyeCKAYUKfn2RB3QA88fxZobp2N0pc+SXDwf8m9m6Mvnwl1PH8SmvSeYEvd0knFWru1r/7AbCza/roQg1aE2fcul/rjoSCcSVs6p61yf5rorfG7NNfcNpHa7uHfnEbh43rLBUteC+b3GjXonVvmV6yrW7iaFhowWQeQYMyFCOoFBrrtcyAsjkMhjNcwar/xMVtClzeNYyPWkGKGYaEuw4JQ4o9zNp0w83rCsFo/s69Kcx4lzfWiYNR57Vl+LD39+EyZV+5lG3Qr63wFWcXXXuT68+0kPyj18ynP/IhSBIIi2rncoQkaLIHKMmRAhnbKM5cWEotm/eesN4gPPH8V9C6drin15HmmNSyaKOTsqRFGUlHlYdo5hREQQwXPAuiUz0bl2ETZ9bxYqfG6c740MjhdpCuKj872451vT0dJ+DNMffAknu8NZHV//O/DIvq6UCcrrlyaMp7xf/XNf1daBUFQY9h4X5bQIIsew8kVW8hdmOZieUDSr3IdZHgscFAOSrtA302JgK6IUed9t+z/F4tkTDAueUyYYm4g0+gbiKWNC1syfih98YzICPreSPwtFBdz19GDOqWHWeNy3cDru3Wl8/Ezutfq4KXnOCi/zuffH8j8oNE/Q5GKCKAZYHRWsKMXMlHct7ceyKrg1y2Px3OA5pVPDZdolxIo8X+1pdp0PoaVhBmrGVCAcHZTI2zGafl/qNW95tQs/uWGqEroEgIoyTvO59sOnwXNQZPF21YtGvwNNcy5FwOsGJGBUpQ+bbg4Ozvkyee5Tx1ZYOuZQhcKDBJFjjIUIPvi96XvQGYXR5DBStgW3VsN6VuZ+OTkbTC1AUBvW9sOnsWDz65j+4EsIqI5hpx+i3P0i5Zoj2s8a3ZuzFxK9GNXXaFUsYVb4zZrzpc+9rV9aiz3vnxn2hcoUHiSIIkcUJYSicfi9bqU+SC8Rz3S/xTaFWn9Oe9d8Ew88f9R06i8rhHr8oUUaj3Fw/xGNdN3I67Vyb3JdayUIIkLRxFTkrnN92PP+GaWWbYjK4S1dFBktgigBcmFg1LVj4YgAnkfBC1v1uR8ruSRmbo5h0K3WzKXLk2WTq7RKsRaj5wgyWgQxlFAvYAMxAaKIjPIr8r6yMYK5WkyNvKbFwfFYu3gm81ozuRa7hs7qucpiieW/3E+d3e1DxcUEMZRQhAsSEIoISrFyJrVb2QyMzGXtmNVckhqzfBEr52QkQhk7wgdIsFzMa1aoLNdaUXGw85CnRRAlhh0vQRBEhGOJvEgo2TfQ5eJt5YGyOb5dnAyDsvZV5fckvcTBHCEA25J21siVjS93omZ0AI1zJmGVJndWHC27ihiSvBNErihkrsFqdwhBENEdimLVjsGFs7UxiOqAF/1xMeNO6rkeHSIPi8w2z6YeavniymtQM6YC5y4MoDcSx4+feU9jaDwuDmuePWxrhpfRnK1NrySGPq5dfIWmzivXM8GGExQeJAib5Lq1UjqsStXDMQGrdmj75a3a0ZEwthnMxbJ7fLvoezTesf0AQpHM9+n3ujB2hE/T2WLNs4fRF4ljdKVP01Jr7EVlGRlinudQUaattdp2az0qyox7C9IwyOwho0UQNskmH+QEVg1OwGe8cMo1TpkOjMzG4Jnh9H0NReJYPX+aMoVZ3ehWHkAJJO4Js37LoiHW11rRMMjcQX4qQdjEifBYNuFFqx0o5H59+hBgKBJXxmlkMjAy0w4Y6XA67Oj3uhBgNLqVB1ACyXsSjWP90tqUNlGZGmI7wyAJe5DRIggbyGq0bCbrOiE2sGJw/B4XWhuDKTktuwunbGDLPTzCyWJXOcSobn2ULU5PLO6Piejtjxnu81RPGG6e0xQEj6rgsbW5TulBmI0hzpVhJ0g9SBC26IvE8as3Pkpp3traFMSogM9y89RfvfERFlwxDjVjKpRuBz+8ZorjSXqWetAqVhvWOoHTBdSiKKF3IIbeSFynCkx2rfCQMSkyqLiYIJxGlorfNHMcVlxfoxidmjEBuHhrxkAQRXz+5YBiAFbOq8GtfzUZleXZv+E7jSxvb2mYgZb2YzmRuatJFza1G1YVRQkDcVUhdiSxbbHcX0IDSd4JwmnkEFb74dPKxN3Bxdua0QpHBUUc0DBrPBbPnoC7nzlYlPU8cp6pZkyFaTGuU8bWLOyZiSfG8xz83sH9VJTRklfqkHqQIGzghHJOrepbcX1Nirotn0rEdMhGWj9pt2HWeNyzYHpWXTlsn0uBVZtEcUBGiyBskI1UXEYthzbyYGTFXDG0AJKN9J73z2gm7a65cRru3WlgbDOUdFsZ8WFHXWh1ZAhRepDRIgibZDs7Su2t6T0YIKFu6xuIWy5eztUCLeePqiu8+ME3JmP8xWXY2lyH4w8twiSGlNzvc9k+vtVibau1T5kUf5ORKx3IaBFEnlF7azVjAinD/lqbgnjyzY8thcFy1Z1Dv987tx/El+FYYlowxzENyMnusO1wndWwn9XQrN0wYqE7nBD2IPUgQeQBM9Wb/mflHh7TH9yNuCihYdZ4RaXYH01VvjkyYsPg3MIxwXS/RsMU1y+txaZXOrHp5mDaprua49sc4phOPWi3GXC29zBffSiHwWwtUg8SRDGQTvWmV8zJxcujKxN987S1UUFUJ+vBRFHKuosE89wqvMz9iqIEnucQ8LmxbslMTKzyo+tcHza+nGgWa7cY2E5RsZWiaiv7UxsASEklpMG1psOqojETg6PZJiJAEEXcrWr0W0wq03xC4UGCyDF2w1V+jwutTUGsuTG1b97KtkTDW3mxPNkdzqrHHevc5BZQ+v1e6I8BHNA3EIfPxSPgc2P5L/fj21vewPneSEatipzuZZhufynhwO0HcM+C6WiYNV5zrVbuoZVnm2mOTX+OvbpGv8NVOUnhQYLIMZnMrhJEERzHMbcLRxPhO2NvzMYEYub03YXoCcU0HkRrYxA73jmJLa92aWZT9cfFrENWToe+zPbHCgeuWzIT8zf93tY9tPJsMwk/srZpaZiBBZtfNzzOEIDCgwRRDGTSU68/JuKL3ghzOzksKC+WLQ0zlLwXzyPhDSXbNpktvKxz64+JyVlRdfD73LjQH8P2tz7Bpr0nABjPh8qkM4YmTAcAUmb70WMWRmSFVCdV+5UXAqtGU75/oyt9Su7xVE8YA8khk2bHMws/srbRN/rNtC9jKUPhQYLIMZmEv/weF0b6PdiwrFa3XaLhrVq91374NBZsfh3Lf7kfoiTh9ieth6HMzo3nOUgAvr9tPyrLPNjyapdm22znQxVKtWcmnbdbxuD3uPDY8itx38LBmV0PPH8UIZVsPpMxJaxt5Ea/To2DKUUoPEgQeSDTRDyrb56RAKC1KYgd+08q3hBgTQVnqmxMhr9eXHmNYe/Bx2+py6hWTRQlhKJxzcj79sOnc9LP0OjYTjbm7RuI447t6ZSW9o5nvM2Qb/RLDXMJotDkUqZsJpWXyTbvIedWRlf68LNv/wVW79BK3F849Jnt7vRGC/L6pbXY+HIndh09Y+l8s72vKffOzRvm5pyS2GetHhyaRkqPpYvLaXiQ47iLOY77LcdxH3Ac9yeO4+ZyHFfFcdwrHMedSP5/ZPKzHMdxWziO6+I47gjHcVeq9nNr8vMnOI67NZfnTBBOkevwl74zR39MdHxarhw+PN8bQXXAi5aGGehcuwgtDTOw8eVObHm1y3aI0Ehxd/9ziWnCVs7Xifuq5Lwok3t6AAAgAElEQVQkABLA8Ry+6I1gzW86lP0Jgphdp46IkHI8O+HHbDuvDFVy6mlxHPcUgDckSfolx3FeAH4APwXQI0nSv3Ac9/cARkqSdD/HcTcB+FsANwGYA6BVkqQ5HMdVATgAoB6JX7GDAOokSfqSdVzytAgz8vUG60Thrx2cDnup9xuOCYAE0zCY5f0xFYuL0BOKpj1fp+6rmcd3vjeCrc11uHP7wbTHMSq03rCsFpU+tzIhmrBEYT0tjuMuAnAtgCcAQJKkqCRJfwbwHQBPJT/2FIDFyX9/B8B2KcF/ALiY47hxABYAeEWSpJ6koXoFwMJcnTcxtEn3lu5kDzqnx8enw4lmvqz9Vvjc8HudqadiCxPiafM8fZE4/F4XWhpmaOqqMrmvZh7fu5/0aLrxmx1HXWgte6EP7+7E3c+8NyzrqHJNLrWSkwGcB/BrjuNmIeEhrQIwVpKkM8nP/CeAscl/XwLglGr7z5LfY32fIGyjXqgArXTb73E56qk4PT7eClY6RmSzbydGyMshR/19DnjZITCWVwQk1JOZ3FczWfnXL6tSCqytPL8yjwvzN/0+xXvM1QvKcCaXOS03gCsBPCpJ0mwAIQB/r/6AlIhNOhKf5DjuTo7jDnAcd+D8+fNO7JIYgph5P07PazKSkz+2/EplcGJfJA5BEEuqu7gTeZZMPEIzr8jI47PiMZvJyuX9WfUsM5G1E5mRS0/rMwCfSZK0P/n1b5EwWmc5jhsnSdKZZPjvXPLnnwOYqNp+QvJ7nwO4Tvf91/QHkyRpK4CtQCKn5dxlEEMJM+/H6XCe3jMZiAkIReJYmewft3JeDRqvmoRVKkWeFSn0UFCU2fEIzXosTh1boXjJ6gbEVjxmY48vKSt3u2x5lizvMZs6qqHyrJ0mZ56WJEn/CeAUx3HTk9+6AcAfAbQDkBWAtwL4XfLf7QCakyrC/wrgq2QYcQ+Ab3EcNzKpNPxW8nsEYRuzt+dcvC2rPRNRAla2dSjewoIrxmHVjg7Lnl0xjNDI99wpKz0W9R6fVY/Z2OPzwa8KU1r1LJ3OJxbDsy5Wct0R428B/BvHcUcABAH8HMC/ALiR47gTAOYnvwaAXQA+AtAFYBuAvwEASZJ6APwzgHeT//1T8nsEYRtlcWlOLi7N9Qj4Em/DTjdu1aP3FsymFhtR6HHzxgtpBOFo7oyXfM2vdZ5Da6Nu7lhjEOXu1CXMjsfspKzcyX0V+lkXMzltWiVJUgcSUnU9Nxh8VgKwgrGfXwH4lbNnRwxn+mMC7th+ICV85ITQgIU+NClPLbYq1Mi3GlGPsYilA+uWzETA587JmAz5mlsaZmDHOyeVHotd5/qw452TicJml9ZwsULAAzEBooSChdvshPsK/ayLGeo9SAw7zN5ic1nQqffk9rx/JsV7MPPsCp3sZy2kE6v8ab2ATMOK8jXXjKnAlle7sGDz67j8p7uwYPPrzMJmlgAmlKzvYoXbchn6tBvuK/SzLmaojRMx7MhkVIhjx7bYPoi1bS6Kh61iNi7j21veYN6/bM5b3jYUieOB549aLijW3+d0hdG5vrd2C6IL/awLBI0mIQgjClE/JWOkmpPDW+mO7VSdVKYYKeTkDhJm90/t2TbMGo8V19egKuBFKBo3rc0CBq854HNhS1NQ03XCzCvV32dRkkzDbaz6va3NdWnP0Qp2w32FftbFDBktYtiRC3myVbKVMeeyeNjKsWURi9/nwsnuMDa90qmZWGx0ffKC3TBrfEYDK3meg9+bkKFnuoine1FhGxU3ui20lsr2+DKa+xdLXiPH5f1ZFzMUHiQKQr5rULIJyzl5Dk6GfApZx2N0bACG1xfwuXD7kwfQ0jDDcLxJrkeRyOdrdu/NQp8t7ceUWrBM77eVZz9MQ4JqaDQJUZw4+cdpaXREkSwGTjbQLZZrUsO8vuZ69McEVAW8mP5gYXKJQJq5YWnGpXSuXYieUCyr+53udzXfDZaLkMKPJiEII5yqQbGqyMrmeHYUZek+66SMuRjreJjX53OhOuBFOBovqCLOTBkqhz63NtdpRq+o+xpme7/TKVNJ5m4NMlpE3mH9cZZ7eFuSY+bCrVsEM10M7MiUrXzWSRlzMS5wpmPseQ4BrzunxdvZIp9jTyiKlvZj2HX0jHKOVju+ZwPJ3K1BRovIO0Z/nCvn1dhuW2P2Zu+EsTAyim37P0UommpYrXg+TnbcUF9Tw6zx2LP6WnSuXYRQAZvupru+XI1OcRLWOebDoOS6I8tQgXJaRN4xyh88fksd7no6/cA9NawcwLolMzGq0qdsZ5b/AcDOc+jquczUb+CgfFaWddeMqUB/shGvOndiJGAwy3WYiR7a9n+KxbMn2Fbk5Yqh2uQ1XznEoXr/LEJCDKJ4Sfnj9LpsF/waTYxdv7QWm17pxKabg5rt7KjdWIqyPauvZarfAOCOpw5gdKXPlqw73WKYzuCGonFL03WHKvlc5IfqsYoIEmIQxYs+KR2OMMIvEXb4xWhi7MaXO3H2QiQlbGOUBE8X0tOHa8wa3MqfXXPjNNz/3BHLCft055Cu5VQuci357uSeKWZ5xFxcQy5bfKmhDu/mkNEiCoJ+UeE5YMOyWk08f8OyWvBpfkPL3C4EfG4s/+V+fHvLG0qha7k7vajDTMwgv+lWBTzY2lyH4w8tMlW/ybmQSdV+W0YknaAi3c+dzrWU0oJpJsQplWswohiVocUEGS0i7xgtjGVeFzbu6URLw4xBr2lPJ8rSJKGNEudVfg96wrH0UnjGgj8QE9AdiuCOpw5g+oO7cef2g+jui6Dc7UJrE7vBLc9zto1Ius+n+7nTyftSWjDNhDjFfg1mnqATytBS8ZYzgYwWkXeMFsaT3WGcvRDRdPE2CvPpMYr998dFS4sWa8EXRUkzrFEewRGOCdix/6RiWB+/pQ5Vfo/hNFyrRiTd5/OtyCtGKT0LpkGPCEV9Dem82Wy951LyljOBhBhE3jHqsr44OB4/+/ZfpDRETTd63lCkUOG1LOowFGiolIDq7TvXLsLlP92lfI8leLCbRE/3+Vwn5dX7D0XYwg67bYzycd5mbaOKVZySrvNFtkrFEu6sQV3eieLEqHno2QsRBHxuWw1RzTpzW+3ibtSAtm8gbrh917k+zbbppuGq92lGus/nskmufoFcOa8GrY1B7HjnJBZcMQ41YyoQisRR5uJtLaT5kIizOqEDKFhDZCuk82az7fBeSt5yJlB4kHAUK7F0VsirzO2ypc4y++PMJs/D86mikNamIPa8f0bzua9fVoVQJG5pn8WKPlS7ae8JHPy0B41zJqGl/RimP/gS7nr6oO1cV75yY0aKPrOQaTHkeqyE/7JRKg71zhrkaRGOYfXt2qlZQaxxD/0xMav9l7ldqExK6SdW+XGqJ4wqvxeLZ0/A2x/1aGrCSv3t1cjwTxldiVXJnB6Q8GDtSuuzaZ1lt/jaCCPvlPX7WeX35LXjf65H4xRy9E4+IKNFOAYrXGcUSzcLeQmCiHBMQMDnRigSh9/jgsuVGhQw++OU96+8SXOJWL/VBa+yzAOXiwfHAaMqfRiIiXjh0GdoaZiBmjEV6DrXhxcOfYYfXjMFFb78BSyczhMZGX6jerSuc322BmdmMj9qICYgFIlr8pqPLb8SUUG0levU71e+T0a/n237P0XjnElYldz/ynk1uO3qyagoc+fMgOV6wONQHyBJ4UHCMZyIpQuCiO5QFHduP4hpP3spITcPRSEIYspn0ynnslFR6cMzfq8LTXMuVUJmLe3H0DTn0ry9vYqihL6BOMABX/RGsOY3HY6owoxCtaFIaj3anvfPmMr9rexX/3n98zl3IZKi2vwyHDNQcpqHGVnP3ej3c8EV4xSv8qaZ47B49gTc9fTBnKvucl2onK9C6EJA6kHCMTJVLVlRr21trkPAZ+/tty8Sx6/e+EgRFHSd68Oe988kvSP7QYZCtdYxm/V0vjeStSrMaEBmTzh1dpTdMFq6+xWOxnHuQgQTq/zoOteHy0cHcM/Ow/jxdTXK87p8dABf+4fdttp7sX4PtzbXpfxuffjzm5QZX2ZtuopcdTdUoDZORH7JpNBV/1bMyp0EfG7bb7/lHh6LZ0/QeEeLZ09AuSezX/tCvb0aiRruf+4IVlxf44gqTH9dLhdv6MG6XLyt6ze7X6IoIRSJ44HnjyrPpjcSx30Lv6Z5Xj2hKFbOq9HsN52owI5AR+1VmrXpIooHMlqEY2RS6KpfkC/0xwyVTxf6Y7ZVaOGokNIH8P7njpScioq1CNeMqbBddGpVOZfOQGerwks8d23Y76twDH/37GHN91bt6MBtV0+29SJkpp4bWe7B47cMDnp8s+s8WhsTYU85b2e0HVE8kNEiHMWuN6JfkF849LmyiChy88YgXjj0ufKZsSN8gIS0C6aZ11ZKsBbhUz1hy6owJ7skOLEvI0M8scq4b2NFmdvWi5CRx79+aS3+cOI8+uMJgU/XuT48sq8LP/63Q9jxzklsba5DzZiArbwdURhK66+XGHLoVWYt//5HjB3hU3JYoUgcfzhxHi3//kcAyZlWC6bjju0H0qrJrCrYComVPJmxSjKIgM+NMrf1vFIoEsfoSp/GY80kX2NHJcrch8GzOdUTNnxeoUgclWUeANaLtasDXmxtroPfmzBQr35wFvO+NhZ3bj+oyQsCwJZXu/CTG6aC5ziMCviGrOpuqECeFlFQjN6K6y+rRsCb8NYCXjfqL6tWfr7mxmm4d6fB6I+okNp41EaOrRBFp1Y9FuOwqw9+r7knq9//A88fxT3fmo6GWeMBZJ6vcUIlavRsRvo92LhsVoqHZHW/6mcoG+rpD76EBZtfx9zLRxmGildcX6MJAQ5l1d1QgdSDRMGx03sPYPcFPNUTxqRqP8KRwWnBVjyZfE2l1ZPrHnGs/bc0zEgs5Bkeqy8SxxvHz2Hu5aMwotyDC/0xvP3hF7hm2pi0+9LXZYmihPKkN1Thc+G5g5+Zqj1Zz9PoGbY2BbFj/0ls2ntCoxKUkX9vekLRtFOsibxAvQeJ0sBq7z35TdoohNQ3kFCiqYtSXTwPvy/5li6xQ0tOhLsyIdc94swEHNnka8pcPOourcKPn3lv0EA0BlFmUACuhmVYfvWHj7Fp74lE6Ndg6rN8jmYvF0bPcFVbB7Y21wEwK46OKwarEC8uhH0oPEiUDOGYgCff/Bjrl2r7Am5uDOKptz5WQj+jK32IiSK+6ItAkhLFuL0DMWbIr1ANRs1GazgRomTtvz8qZDXCpD8uYNWOjhSVX3/cXGVnJN1f1TaoDtx19AxeOPQZHr+lzrBnYCgaR1XAi5aGGbhp5jiNkpT9DN1ovGoSLh8VwObGVJFFwGttijVRPJCnReSNbItz/V4Xtrzaha7zIbQ0zMDUsRU42R1GdcCLLa92KZ+7f+F0DMREjee1YVktPG4efm/mLYecxkhgsWFZLR584SjOXohk9KavCaVKwGPLr8TdKo9oS9NslHt49MdFW62t1GSqymQZFlkdqPm94DhNSLA7FNG0cpJFFLuOnlG2Y3Xmb2k/hpaGGXhkX5fShqs/OhhCNjs3qtEqPsjTIvKCEzJpeWFqP3waCza/ju1vfYKRyUV975pvKgKDi8q9KWKNe3cegZjaCQqA89N/raIILJqTAovmenAARAkZvemn3OPtBxAVRDxxm/2pzmYYtXlK1/FeLiZm1UEZiR/kcHA4mlrTpRdRsGTuj+zrUkKi8u/N8l/uBzjounMM7c7oQwnytIi84ETeSO2ZjB3hw/y/HIu7nz6o8VJ4DvD72GPYjSh0g9H+mKCR8Ou9iHTI3hUkGNzjDmy7tV4xCH2RuCPPobUxiFU7OjQ5LZaRl41p2/5PsX5pLTNnpbmeqAC/z4UveiOYMLKcmZvb0hREuZs3lLlvfLkT7YdPY+6UapzqCcPNc4PepptPeJmq1lVDuTP6UIKMFpEXnAi/qI0LJOCO7Qc0i++9O49gW3O98kafEu6LCKgoM/6Vz+WgRTOMjPn9zx1BS8MMnO+NpA1RqsUJz/xoTtp77MRzkNs8qWvpWJ349dcoh3ZrxlQgHI0rOSWj65GNx+bGIFbOq8GmvSeUz339sqpEnlICesIxJYwa8LrRHYqipf0Y3v2kJ+k1BxHwunH8oUUIReIod7uYvRXVLy7lbp7UhEUIhQeJvOBU+EU2LmbeVMDrxpaUzgbBosxPmCn8rLzpawyChTZEmYT2jHC5eFSWecBzg2NcWKivUQ7RTX8w0WcypSDcQBCxekcHbtW1ctqwrBaxuIiHXvyTJoyaUtPWXA+vi8ftyXDonduNB1q27f/UsGmwEx1ECGcho0XkBafzRmZGMLFw+VKKcbPpn5er4mP2dcQtiTDUBuGRfV0pykr9PfZ7XSmfMSvgdeK67bywMMUaPjc2fW+WYoguLvdgZMCLFdfXYOwIn+b81QXC4IC7n3lPY6D8XhdaGmbgw5/flOjs/t//EotnT1DG4dzx1AF0hxPhTFITFh8UHiTygtN5o3TTWdOF++wUFOey+Jh1HfqwGQu1aq798GkAwLolMxNF1gb3uN/GMEunrtvKJF11Xs4otHuqJ4yAz41oTMCf+6O4d+cRTS5zICYYKkP1RrBh1nhN+DBR01eHu585qAnRrmrrQEvDDE1I8t1PelDu0ebCKGSYf6gjBlGymEno08nr7XSjyHXnimxKAewaFiufVxsQdd4wm+tO96zkcxo7wod7FkzXGKXWpiBG+NzwuhPbGp5Tc71hvlL/7IxmZpl1y7j8p7uU762ZP1Uz5djs3pFRywjqiEEMbVjelJWF2Y4gIdc1PNmIQOx6sOk+r753T99+lcYje2Rfl2VFo9Fx/Z7k8XTH1YtRghMvxmO31KEi2Y19x/6TaJpzKardLsvKULXxePyWOjz55sfY8mqX4cwsVreMUCSOuVOqld+h266ejLuePshUXhaqHZhdSt2wktEihhxW5PV2CoqLvVu8XaNn9nn53o2u9KWE0dYvrUXN6ADzuq16U/oFXf9SMPfyUbj7ae2E4bc/6kmoRmEcPlSfE6td1Ip5NQhHU5Wle94/kyLhT4RoXVrjnublpVDtwOxQKobVDBJiEEMOK56RHWGI0Wdbm4JKfmMoKcrke7fi+hqs3pFa0Hvb1ZOZXfLNisfN2iTphRpmE4QTz0KrDH1s+ZWa+WoDceN2UZG4CFGUsGGZVoiytG4iXnr/zGCRt8GkZr8nMdqlc+0i7Fl9rVLILntkoiiVRFeNodCuqjjMP0E4iBXPyE5YTf/ZvoG4Em7K55uqnW74mYZ9QpE4Vs6rwSUXl+OZH81RwoLth08rLZd4LnWf6bwM0wVdgkaoIc/VGl3pw4rra1AzpgKnesIYiAoAB3hdPNYtmYmJVX580RdBRBCxStOqKoiFV4zVhDYffa0LophQEo6u9Ck/O9UTBiBh9/tnsfTKiZr2Uer7qvdOZK9z8ewJ+PUfPkbTnEtR7nEVtUcODI12VSTEIIYcuQyB5FqUwSLdNTl1zXFBRE8oqgmVrV9ai40vd+J8b4R5nYIooutcKCX/dfyhReA5Lu19048sicVF9EbiKYIMj4vH3yQl7ICxsGLulGo8dkudpltKa2MQ1RVedJ0LKUYYGBRcnPmqH1UBr6ECkXXujy6/Ev/4u2NK140nbqtHKCIUdeitUL+/FiEhBjE8yWVbpoJ1hE/jyWSTT1EbjP7YYAd3eT/3P3cE65bMRMDnNg0NmuW/7JQo+L1u9IlxpX+kfB6r2jrw+C11GDvCpxybFUqs8Lm12+5ISNhb2o8pbbLaD59WOmtcXO6BKCZCjPrfF9YzryzzKMbv3U96UOZxocztKlg7MCtYKT8odshoEYQNCtYRPrlwNswar4TMus71odzDa36uxoox1Xtox9cuMtzPpGo/IMFwAQ7HBKxqSzV0j99SpzFKdl4kWCrBCp8bq+dPwwsdCWPBUv51netL2bZmTEVKm6wtTUGUuXn0RuKaLvJqD4n1zE//uR97Vl87GL5M1ooVoh2YEaxwcSH7bDoBCTGIIYfVjvKZdHsoVEf4cFTAynk1uOdb09HSfgzTH3wJLe3HlOvKtE2WPjF/wqQVlL77unzfyj08c+RIposhq93UhYEYJlX7lfsvK//0Ipk9759J2VY2ZO9+0oOpYyuwcVkt4oIEr8eFUETA6EqfVpyQvHcsIc74i8vgc/P4u2c78MDzRxVBRjFg9jeg7hii7qpfKlBOixhyWInbZ5MDKkSdi2wo7tJJweXr8ntcGV2PKEmY9rPBwlrW9GCz3Jl6rL3+vKzcbyB1zL0ECZ9/OaA5j/VLazH+4jJ0h6LojwqJrh8RQZkPJm9f5uZx+s+p26q7vm9pCqI/KjI/4+Y5HH9okeJdCoKIcExAwOdOEeJYyfnlmyLPXbGgnBYxPLESKssmB1SIjvA8z6GizHj4onxdAZ8L25rr4fdZ7xCiD321Hz6NmtEBpYO7fj+ssfaP31KHtz/qYeZJWPebJV4I+FyG7aZuvXoyytw8KsvcgASlC0ZFsmFvRdKoqLftG4jjqbc+xq6jZzB3SjU2LpuFgVjCYBl115dzXSe7wxhV6YPfk+gK37b/UzT/1WX4sUoIIm/36PIr0dJ+zDQcm8+XnaGgEmRBRosYcljJOznxRy0vQuUeHuGoYLjIO4l8XXop+PneCK7+l1cHjYXXZblDSJmLVwzUhf4Y3v7wC9RfVp3ofWgg/zadPswwmGbbiaLRDLBD2NZcj6Y5l6aMKPm/732GPcfOJmaEMbt+AEvqJijKw5XzanDr1ZPxkxumIhSJ49d/+Bgr5k1ldteXDduGPR9g081BhKMC2vZ/isWzJ6CyzMMUZdyzYDoGogJEwLAcIZ9FvcVeEJ8NlNMihhxW8k7ZjkqRF6FfvfERPv9yQNshPEcjLPweFx5bfiXuWziY13rg+aOICxJumjmOWSjKKiiNxgX0hKPKuf/4mfdQd2kVRpZ7jPNXA3Fmrulkdxj9yX6FRnkS1v02a8tU5fdga3Mdjj+0CI8uvxIvHT2Dln//o/JywcpJlrldqPS5sW7JTHSuXYSG4CWAJAESEPC60TTnUqUWTH8+/VEB65bMhNfFYcqogNIJY8EV43D/c0eY41+6zvXh3p1HlDyS/nfATlGvE531C5V7zQeU0yKGJFYKcbPJaYWicdy5/aAio85X7qBvIG7YMPbh79YiHBVQM6YC/cmFVjE8urwVkKhPOvSPN+LO7ak5sq3Ndags8xjeo//110FEYhLu2XnYVh0X636Xe1yG12MUNtQcp7ke/TF2TVS6llIDcSFRSN2WWo8m570eT/Y/THjTLkx/8CXcNHNcSs5P3m7X0TNKk92UnB7jGch1bOnuUyYeWQn2GKScFjF8SZd3siP91fzxRwQIooiKZJjIrOVQLmB5JpeMLMf3t+23JdkO+IxzZIFksW8oGkdVwIuWhhlKQe7f/n8d2LisFtua61HudWnG2rt5jnndrPsNwLBuyChsqK4X43lGWDFpKMyeP89z8HvdmpqqE2cHr0O+D3L3D7/Hhb6khyn//NHlV6KyzKO5/rlTqjUKRU0O1WK4zsn+hYWaxp1rhs6VEIRNrPxRG735blhWiwsDcSUslM/cAWvxO9kdZrdQYhSUyqE+/b4GogJC0VQvBwB2HT2D/3JRObrO9aV4mOmum3W/DY0ZB2a9mCRK4HjO8Of6eVflbq2yUP1iIp9PXyRuei08zyHgdaG1KYhVbR3YdfQMakYH0HjVJKWgWs6Drd/9geG9MH4GQfAcFBk6MLQFFE5hKTzIcdwqSZJa032vWKDwIOEULOnwxmW1EETghUOfYfHsCUyJuNOIooTegRi+DMcwscqPUz1hXOz3oMLnxofnB1sU6UNPRqEiSUoYZHXLptbGIPxeF+4wCBvKoVDZ87pvYWLu1dgRPqyeP02RoKtDk2bXkcm8s3VLZmJUZaIjhv7nRvOuWhuD2PHOSdM+kVZDcupzPtkdxmud5zD38lGoGVOBcxcGUFnmRrnXjVM9YYz0e1BZ5kndPirA70tsv3nvcZy9ENEcq0Sl6k5h6Q/GqtF6T5KkK3XfOyRJ0uwMTy6nkNEinIKVi+hcuwj/4zcdWHF9DS4fHUB/LDv1oNX8Q2KBjWhyMb/43iw8vPsDnL0QsV0zpK4/CkXi8Htc4HiOec1nvurHxj2dOHshgseWXwmPi0coyu4mwbpWK4Mo9de5fmktNr3SiU03BwEJKft4/JY6wzq2loYZWLD5deVro/tiJ/9jrbYtiOqAL2UfVnowlvrokCzIPqfFcVwTgL8GMJnjuHbVjyoB9BhvRRBDB1Y47lRPGLuOnkm2AkouKgYScSvYWagSOQ9ty6S/e/awsjCn6xOox+XiUZmscaos8wCAkr9JDZfFUeX3KjJwv8dleD7pcjDMvE1zPcAlQmThmICA1610c5dzR+d7I0rYLSWsyAit1Yyp0HxtFGqzk//R/06suL4mpeZrZVuH4T0wC//JYc1yjwtP3FaPMk/JCCjySjrJ+1sAfgHgg+T/5f/+DsCC3J4aQeQGvYw7HGXLi42lw0GMGeHTzF6yEg4zkjHrBQ9G0nX1tukWZjnvk82budHMql98bxb+4YX3cftTB9DdF1UWUrNFmHXNzG18Lk3boZggIuBzYfkv9+PbW95QXhD0TXbllwWWrF7dh9BOWYP5/Rn8nbAqxhHFxO+b0Tn2DcQHr337AYQi7PKB4Y7pK4UkSZ8C+BTA3PycDkHkDpbUecOyWiXkpfdw0qkMrXhWLE+qyu9BTzjGFDzIC796271rvmnaIDYbEYi6WNqjmll1qicMD89BlAy6y7NUcRGBKUkPx6yJSe5+5j08cVu9oeJQLbZQDKiB2EHOaS0Ojtfk3dTih0zuUXWFF1ub65LnwPJMU5WBT775MdYvrdWEElubgnjyzY+LeuJxMWE1p7UEwHoAYx4HqUgAACAASURBVJCIO3IAJEmSRuT29DKDclqEHnnxD0XieOD5o8zZSLnoH8fKY2xtrjOsk5IFD/J4efW2DbPGKwIIK0bXKmrjyKo9k0OQapGHIIiGYo4Knxu3M3I3xn0Sg3joxT8p3duBzOqY9LmpcjePiCCmvKhkcp/MXj76InGNOMZQiJHMhd00c5ymU3/NmACmP7jbsIZrmIUHHa3TehjAf5ck6U+Znw9BFA45j/LMj+aw2/B8azo2vdLpuLyYFQ5j1UnVjKkYDIPppN/th0+D5zDYMikigOehyTNlssCp80yscJccglR7Ef1xETveOanpEbjjnZP4yQ3GbZL8Xhd4LtV75Tng7IWI5vOZ1DEZ5abEuGg772YkzDDrnxgVRDzw/FGNEU65xwbhS5+bRyQmGnpqJ84mygqGkRDDElbbOJ0lg0XkAyda2BghG47egRgz73H/c0ewev60rHMeeli5lgv9xucSjsZTCoPVnL0QATgkcjllbvi9xmMm7NxLtWE1a1Wkbwfk97qw5dUuLNj8Oi7/6S4s2Pw6trzahXDEvE2WPh/lc/F4/JY6fPjzm7Bn9bVYM3+qYduhTOqY7G7DGuvBGsGSKITu0LVo6khp0cRqwxWKxvHo8is1OcT1S2vxyL4u03ZPwxWrRusAx3G/4TiuieO4JfJ/OT0zYthhdQ5WJsiLf4XPjfVLaw0XCFnE4HR/NiNhw/qltfhdx+cp39/SNDvRrFYuNs2wh5zde6k2jo/s60q5R61NQdSMCaQIT1gGmedh+bxFUUJPOIa7nj6ozAlrnDMJVX5Pqnoyg56Rdrdh9gm02z9RZxR5noOL55WJzGoD1x8V0NIwA8cfWoSWhhkp3TmouHgQqzmtXxt8W5Ik6YfOn1L2UE6rNMllYaU6p9Xe8Tma/+oypQ2PXJA7d0o1tjXXK+Musundpt/WzQH/eSGiyLcf2deF870RPHFrfaIruMkxMjkPu/dSn69ZOa8Gt109GRVl5rVndudkGe3DzrlmUsdkdxuzPoHdfan7KfPwpj0crexb7lm4Z/W1ee1lWWQ4mtPiAaySJOnPAMBx3EgkpO8E4Ri5bGEjqwADPhea5kzC9rc+weLZEzRteOSxHoB50p3VFkiGNSixoiwh31YLKMABFV52fZCseIS8xkmAJEnoi5gbg3T30sgQ6vNM5W5eqX9iHYfnOaUbu7pAWa+uNFtw7Tz3TMbF293GrE+g0X4kSCmKwPVLaw3Pn7VvWf0pe7n6DitDoTu7U1j1tFK6X1BHDMJp8tHCRjYCogiUe9lzsFjnInddMHtjN9u2JxQ1VZjpz7V3IIbeSFyjFrTSmsjsXlqZcmyntVG2HRyKrXWR3Wvqi8Txqzc+woIrxililD3vn8EPr5liyVPcsKwWD+8eDAeumT8VP/jG5JzPZytCHG3jdBjAdZIkfZn8ugrA7yVJmpnVKeYIMlqliROhpnT71/ftYxmOdGEcGaPF1Sy8lM5zUdMXieOL3oihRD9dayKzexmOCWmNhFVD4oTByfU4DsD+746ttk52w48GUwPufua94di2SY+j4cFfAHib47idya+XAXgok7Mihjdmi4HZ+IqMFwXVMQbiAnqTdVrqt1yPm4ffq/1TSBfGkdGHseQOF51rF2nyZXr5tpUF3e91YWKVP6PWRPp7GZKLcWPsdkfqfbA+k9JFnaGoMwqNsZ5LuvCdvb6MqfVfXhdv2yjYaetkN/yo2XdZot+gnXDncMeSelCSpO0AlgA4m/xviSRJT+fyxIihhxVFm14KzfOc6dRXvaxbLnbVHiOSaNUkIkW5de/OIxDF1HNltW+62O9Bw6zxyufUKjT5+u7cPqiCu+db05ny7XSEowJzwq6V1kRyl4juPvmcduOOpw4wWwmp92GklFs5r8bw+a2cV2O6L/W9YT17o+duZTvN/TL8PenAl+GYpYnB8vEyKblgnb+VYwCwvC1hXfIOSZL+KEnS/07+98dcnhQxNLEzclyN2Vu/fkGT50DpF65zFyKmo90TRk1rPKsDXmxrrsfxhxZh3ZKZeOjFP2H1jg7ct3A6FgfHK1Jw2fsIq45908xxaGmYgUtGluMH35hsKN9Oh9/jwki/BxuW6eTnjUHsef+MJQm80T1/8s2P0WogtVfvw8ho33b1ZKzS1SOtauvAbVdPNtyXenEOReNo2/9pyrMPRc0Ng53fGdbvycQqf8r3WJ5grkou8nmMoc6Q11ASxUOm6kAzNZe+QwGry8TEKj/OfjVguJ+zXw1AkCRU+tya/BbPcwAHfH/bfs029+48gm3N9RAlCU+++TE++iKE+xd+DWMvKsO7n/QwRlXYy1PIIbHKcg88Lh7bmuvg97kRjiRCcj+8Zgp+csPUtOEko3u+5dUurJhXYxqSMgx5MZ5fRZnbUkh3/dJadJ0P6eqP3OgORZn3xs7vjFlHfjWs/ozhmIC2/Z9qunu07f/UUFCRKU5OJh6uWPa0MoXjOBfHcYc4jvv/k19P5jhuP8dxXcmCZW/y+77k113Jn1+m2scDye93chxH3eVLlEwKQwF2ga2RgTLr5rB+9wcpxbwbl83Cupc+wL07j+DLcCy1i4FJR/K7nj6IrvMh3Lvga1jz7GGcOJs4tnpUhR2PUkb/Nn77UwfQHxMTXb/L3HC5eMvhJNY974+JafdhtYu6MuE3TUj3/ueOYMX1NZptu871MTva90XiaTtrqGGFdEf6PZaKnMs9vFIGIYd3F8+egHKPc8skTSbOnpwbLQCrAKhbQK0H8K+SJNUA+BLA7cnv3w7gy+T3/zX5OXAc95cAGgHMALAQwP/hOI6ecAmSaXcH9Vu/ehyI0SK65/0zKaEvuePF2QsRBHxubGuuR+faROeB9bs/QPvh04o3pl88mAt1RMC7n/RgxfU1uGfnYbz9UbdSY2N1VAWLTMOoRmR6z7Pdl9kIFaNOJOqO9urQmSCKhl1DjI5p/HviQ2WZJ+V3x8hIh6NCysvG/c8dcaytlyhKCEXS5xMJc3Lqj3IcNwHAt5FQGq7hOI4DMA+JwZIA8BSAFgCPAvhO8t8A8FsA/zv5+e8A2CFJUgTAxxzHdQG4CsDbuTx3wj7pVF7qRaXcw66RMsJIzeX3uNDaFNSMV188ewIOftKjFLue7A5j0yudyiymMndCQbf8l/sNw0ijKn2aMI3RuIstTbPB84lt1AZKDnv903dmWBpVwcLJt/FMinHt7gtIHRXCGj8SigwqK+VWRXOnVCuLtj50xhpPYkmZp7rXVpSArNBywIGwnSCICCVDrJsbg1i9Q9txnoqHrZPrIOpmAPchMekYAKoB/FmSpHjy688AXJL89yUATgGAJElxjuO+Sn7+EgD/odqnehuiSLBaq6Io2hyoy5EXUXUOYuPLndh19AyOP7QIkihhVKUvpQO63AtQP1Or0mDar9lCvaVptqLukxfa9sOnUTM6gNbGoGZch52FySyHl0new4582+6+zDqH6O9xa2MQb3adx4zxF6d2IjHoaA8kvi7zuJTxJLnM+zh932VEUUJ3OKq8XK2cV4PHltehssyNUDSu6TVJpMdScXFGO+a4/wbgJkmS/objuOsA3APgNgD/kQwBguO4iQBekiTpCo7j3gewUJKkz5I/+xDAHCS8r/+QJOmZ5PefSG7zW93x7gRwJwBMmjSp7tNPP83JdRHG2CkydaoDgpz/uOvpwb5vDbPGY82NiWF/fQNxBLwuuFypUXBRlBIGSDXeo8ytfYNP5zmaDZWsTHqQYy8qy6hvoVPFtrmG+Syb6yGIoqaQe0ylD4IkDbZ78rrQHxOVe1Pozhi5uu+s62ppmIGpYys088JY55VtYX2J4GhxcSZcDaCB47ibAJQBGAGgFcDFHMe5k97WBACfJz//OYCJAD7jOM4N4CIA3arvy6i3UZAkaSuArUCiI0ZOrohgYiek5VT4Sz8JduwIH+5ZoB2Q2NoUxKiAz7BnntwYV/6/GisLWGLcvBtlbpdG3fdVfxT/8Ltjisdnd8G1E9Ir9IJmJlT5/jbz4ZX6+8kKxeYrdOZkKFWNWX4vnRdXSi8w+SJnQgxJkh6QJGmCJEmXISGkeFWSpO8D2Afgu8mP3Qrgd8l/tye/RvLnr0oJN7AdQGNSXTgZwFQA7+TqvInMsKMMzFRFqEee5bTx5U5sa67H2sUzU4qHVxnMNbJ0PTbEEAlpPIfvb9uPK1r24Or1+zRdMDLBSrFqupqfbGeTWdk+nVBFZsX1NQYjObT3kyW4yefirIQ/5UvlkPVcN9Y9kpsLm27roChnqJAP9aCe+5EQZXQhkbN6Ivn9JwBUJ7+/BsDfA4AkSccAPAvgjwB2A1ghSdLwfWJFipGyTF14q/6jZ6nQyt28rUVWXgzaD5/G53/uR7mDAga73qCTKj2rpOsUkk0Rq9XtWdctC1VkrCoq7XSWyBVOFwDLwx9fu+c6fPjzm/DaPdfh0eVXIuBN78VlEpXI1SDVYiFnOa1CQg1zC4M6VNU3EMeTb37M7ESuD2uVu3n0hGMZz0kaO8KH//mdK3D306lzjTLJiaTLrzjVmDUb0jXmzSY/ZHfGldG9UIe1Djw4Hz9+5j1LM6ds3QMHwqP6fUAC7tjuXG4t8Xsa0eQ9tzQFUW0QttaT7Vy0EgsnWjrBQnhaxBBFfksORwXc9fRBbNp7wjQUpH6j7o+LWNl2CKMrfXhx5TV45kdzEIrEMWASBlGHkzbdHITPxaVtT5QO+S3V73Xh8VvqsGb+VMP2REZv4kB+e8iZhVmzzRvanXGlv259qK+yzHhidDZFtU54REb7sDqJ2Mq++yJxgANCEQGjK32a1mJWQnx2PXgnw4nF6rFR3xDCcTJZMP1eF8aO8GHNjfr2R0H43HyKAlD9dgwAkIAyrxtetyvjRDpreOOKeTUpKjfZwP7+3utwUbkXfl+ik3o+5ctmwoVs5dtOyL/V8vi+qIAXDn2mKU944dBnyRZJg8/WjufkREsko32c7A5nfe1Gv0vrl9YCgFLMbsUI2hWHOCVyKmaPjTwtwnEyEVqEowJWz59m0P4o8Uaqftsze8POJpFu9Ja6qq1jsOWRrHJLGth/+PZfQEIilDTtZy/hzu0H0R2KZPVGauft1ky4kG2Ozekcnd/jQtOcSzUtkprmXKrZn13PyYkF2mgfm/cet9yFg0W6NlZ2RDp28nxOiZyKWQBCOS3CcTJ5SxNFCeDAzNFM+9lLyn4CPhduf9I835TJW6JZjkhdSyMPZwRgOKBRng6crsYrXR4o27fbbPM9Tsvp0+3Pbv7Gibou1j6euK0eooTM753JENHlv9yfM6/FKQ/J6t+Cw1BOiygMmUiXeZ5j9mW70B/TvO2JonHnBPkNO9O3RKtvqX6PC5Oq/cwBjX6vK60U3ejnA3Fn326zVeI5reRLt79CKDZZ+yhzu7K6dmaj4qiQUym/U2UDTnlsuYCMFpETMlnw/B4XWhu1YZnWxiBeODRYSy4Xrsp/UA2zxmPP6mvRuXYRQslwmpXFTw7DCaKI3oEYREkCz8FSWIjnOYQj7AGNoWTOi2V8WEY1nTEuZpxI2ttdKJ1YoHNVG8Y0qF5XzkU6TrxsFKKEwyoUHiRyQqahJUEQEY4lGukORAWEonFUBXzK6PrzvRE8cWs94qKECp8bvQNxPPWWVlpf7nGZSpZlT6dt/6dYPHuCRvjx2PIr4eL55GBI804UvQMx9Ebiui4PQVQFvJj+4G5maMUs9KKf3ZXPNkZGWG135UhIqoiT/5lQ6G4l2VKA87e0czJahOM4sfgY1ba0NiYMQk84ih37T2LBFeNQM6YCfQNx/N9Dn6Hl3/+o5CNCEYF5fDmP0dIwAy3txzI2EnLvQVGEsqj7vYlcllmuxaxfX3+Mfd75xugZyH0V1cMynewZWOoLfTFSQveUjBZRGHKZIH90+ZXY/tYnKR7S5sYgHnrxT0q/P0jsQl/Z0/ngnxfiw/MhRYL9yL4uZXuzZLOVRrpmRtvs50B+C5TNYD2DdUtmaka4FChpnxdKaME3pMS814I3zCWGKbmSIr/7SQ9GlHuw4IpxijQeSNTWrN7RgZaGGTjfG1HqaVjjOMJRASvn1aA7FFVGZMh1NDWjA6b1OFYb6ZrV1qT7uVNjRLKF9QwmVvmhtkV2a7pKxRCU2IJviBO1bMUGCTEIx3FCecQas36hP8bsY1czpsJSstjvceG2qydj9Y6OlDqa266ebLq9VWViumS4nWR5oToTsJ7jqZ6w5lnaSdo73dfPCpnev2KuVbKKkwNFiwUyWoTjZKs8EkUJgihiwzJt25+Ny2bhhUOfo2+ANbI8buktWB5LYvTHXFFmbkDy3cC0EIu8jDwsU/0MNiyrxUi/R/Ms7Sjw8m0Isrl/Q2HBL2bpeqaUpn9IFDXZziUKxwTc/cx7GF3pU9r+nOoJw+3isPbFP2HsCB9am4LKJFil6DhNCyV1WEquCbPbqsdKKEx9nIFY6pBIOyGmQoZ3Es/Rh23N9abqQfmzVsKa+TYE2dy/XE0yzieFnlGWC0iIQRQdZol9IBE6dPNAXFbtWTCK+vzEynk1aLxqElbtsGdM7Ios9q75JrNrhiWF4hATOeR7OnE2928o5LSA0skhgoQYRLYU6pddfsMdXenDiutrFE9rICbA73WnTBo2E00onlU0jrb9nyqL5aa9JwAAW5vrEEh2prdyfem8SP2bvVnXDDv3wsm3/UIuYvl+88/m/uVqknG+seoFlwrkaRGGOP2WaTQ/qz8uGkvSTQp3rcwgYp3/+qW12PhyJ9oPnwaQG49F/2a/Z/W1WdeCOfUc1IXCJ7vD2Lz3OM5eiOTde8in0Rwq3tIwgeq0iMxxKoyjXijPfjUAUZIw7qJy9EXMh0T2DcQNu1psba6zNP6Ddf4tDTOwYPPrGV9POvTHbZg1HvctnK4zvvYLre0u8laGbMpG/HxvpKQl0OkoofBYSZDD+0kNc4nMcSJhrii3kqM71jx7GBKANc924K6nD2Lx7Am4aeY4QwUZexCf25L6i3X+NWMqctpLTa+cPN8bgc/F4+Hv1qJz7SJsba6zlDdTqw0Be8MlDRVz4agSHtWPysiVECJfUv10x3G68e9wppBqVhkyWoQhZlJZ1iKh/344mipvvnfnEfz4upqU+UL6hZN1/K5zfYqBM1us2Ocfd7Qxqh4lD9KckH+vWzITD+36E+777RH0hKKWFI7ZLgqsuWALrhin+ZxsxHMhgc7X4lYMi+hwohhq18hoDWGyedNl1VqVu3nDRUIQRMtjy2vGVKT8W79wGh1//dJaPLKvy9L4D9b5B7y5f+OW68AgAaMqfdh0c9CykXRiUTDzMtXIhcK58DjztbgVwyI6nCiG2rWhGcQmsk5As5RTrLqXrc11lseWd53rU/7dOxDDmvlTU6bYysff2lwHv9eNrnN9iohi7pRqzfgP9XnIuZliUH5lotoyWxSs5hJYirlQJI65U6o1wpaAz21Yd5Ut+VrcimERLTWyyUkVQ+0aeVpDFCfeQI1yAaxFIuBL7TCxee9xtKbMpwqiwufCmvlTsX5pLba/9Qka50xCld+T8ofD8xwCXjd6kj0Cdx09o5lLlG6xyjaXUYj2ScywZkSwHAZje5kuXdcKH/wm4cpsrj9fnRiGYseHXJJtOLUY5myRenCIkquiVLOxGl/0RbDpleOKpHzulGo886OrcPrPA7hkZLlGZr25MYiXjp5Rxono1Wuat0G5E4NH6/HlskiV5alW+T1Mqb4TsI4b8Llw+5PWrzdbhVe2nnq+pOYkabeHE6rgQqsHKTw4RMmVG29UHLphWS0efOEozl6IYMOyWvAccPZCBI8tvxLhqABBlFKGG8pd2QHjqcJGC5E8Ap11Hnbf+Mz++IzCoG37P0XjnEkp7aOcXCBZYU1w9qYa8zyXMO7RDMNAWbaPyld4thjCwKWEE+HUQhcrk9EaomS6qKd7i9IvEie7w3h492DB7r07j2Bbcz14HghF4mh76yR+csNUU2GA3phaWTCzXazSvaEb/XEvuGIcVrV15LwPoNGi0GezV2K2HkgpLW6FXkRLiWLISWUL5bSGKHY6b8tYjXerF4n5m36vGCwgubD5XBAlYGVbBzbtPYHPv+xnyteNYuJWF8xsclbpcn5GuRLWSJRMk/52ckZ2cwnZ5jQpVzQ0KYacVLaUhmklMsLuG6jdkJDZW5va8GzY04ktjUGEogImVvlxqieMi/0eVJa5E56SzkPKx9tgOsNo5Klm2hneCKMGvrddPRkVZcZ9EPWeZSgST3iYMWMPM1tPKZ2nTl0mSpOhEE4lT4tQsLvQ6d/a1syfisdvqVMW1ZXzapTPRgUJDzx/FNMffAkPPH8UMUEEB2MPKR9vg+k8CSNPNeB17rzULwg3zRyHxbMn4K6nD6b1cP0eF7r7orhz+0FMf3A387PZekpmnjoV9JY2pd4hhNSDhEImyiL5jbvckyg6VosUWhuD2PHOSSy4YpztprG5fpO3m/NRX2c4KtjqDM+6rhNn+/DIvi6suL6GeX9kpaR8H3gOllSEuVTV5Xu8CDFsIPUgYY9MxBvyW1tfJJ4iUli1o0MZ/WE3VGU1tJmpcbMTJnHKALA6z4+/uMzw/sgvAtrjBjF2hC/ls0b5vlyFgaiglygkFB4kFDIRb8iYFR3nKqmfbZjKapjEqVZBRvu5/7kjijJQjXx/Uo/bgdXzpxl+NtPrswuJNIhCQkaL0JDpQme2kOUiRyWKEkLROKoCXrQ0zMBNM8dhdKUPoUgc4OBoBwunPAvWfkaUeww6h8xmeqiT/l97Zx8mVX3l+e+pqu5qqhuNDYGRAPGlkUQUmoCaZDJGEyNinmkZiQnMILIxEvOYRR8GYzTspp+MrjG6rLDjGFGjdsxChug6Pc+qqIlMohuNog2IWbR9RSVCaKN2V3d1vfz2j7pV3qq6t+reqvva/f08Dw/V1bfrnrrV/Tv3nPP9nTMp4av6aywo0Eh4YXqQOEK11KLTqSrDdN2yToxmFdZt2+V4DccpNWO115ncGq/s82h2fCrre0/FsCvQSHihEIM4hp3pxI1gJATYse4MXH3/nrrEAbXsNhqg6FRNq5b4gy2KyDiCQgziLXrxRKIp6tqCa5Rmm9GeqKs7upFjKKge9VOV2xNNDUcWdsUfyXQWk9oKne6jGE7nXFFRNqrS5J4t4iWsaRFXcHPOkVH9bP9Asq7u6IYDE7fmBybq7R7O5Dzb21IuMFndsxMDQ2nXZP+N7Lfini3iNXRaxBXclEUbCQGOSjRhk4GYIRJBVedpZWCiU3ZbXeDDNECRQxiJ1zA9SFyhmogAgoaiBtNO6IDt7uhmdhYGVRbtdqCFlNU2WWEaoJhojmLqEXFsv+J0dExpQ//BQdy6o597tohrMNIirmAUDRVGmDiRQjKS5hs9V2tPkZGdG5d1YvsLByrk3I0OhbTqJMI0QHEkncW6RbPR3bsXs9c/hO7evVi3aDZGGGkRl6B6kLhGNptDMp1vefTBcBoPPP82uv/9RQDetf2xosCrph4cSWeRywGJeBSDIxnc/eRrJQINO8ISq+2PwjRAcXAkg0t6jIeCtrUwkUNsYemXjk6LuIJZy6KbHsnP3nJiirIdW+pRt9V6D/VMfLXqQBvtcWiVhiccuzQhm4xLLP3CMD1IKrCTBtMfm0xlMDiSRk7lu1VsefqNipZFl52Z7/zuZdufurt8mLRdKrwHs/qP2fWr1SZLL9SYvf5hrO7ZicODo65KyBtt9cSWTsRr6LRICXYkzPpj1/6yDwPJUVzSs7Mo014yfzq65k0rHl9Q5YWl7U8tZaHR4lzr+pk5iUJbKr+UePXW69jSiXgN04OkBDtjJ/THbr/idMPxGreu+AwmtjSh/+Agtr9wAN/8wnENqwe9wuxadHfNQXfvXsP6T73jXQ4PjaK9tRmz13ufamu0tsXNxcQhmB4k9rEjg9YfazaKfmJLU1FVtuzUmZjQFAnN4DlDZeHyTnRMaTXtgF/r+hlFNIU0ZP/BQdMN0o2oFmvR6F6rsA8VJOGCTouUYKdGoT/WbMHtPzhY0mliOJNzz3iHMapBTW6NIxqpdLwFZwQAj639YklatHD9zFKHE5oieOb1AdzyeD9uWDq3LNXWiWwu52rHCc7HImGCTouUYKdGoT/21h39uPGC0gX3hqVzccvj/cXjw7gQWokiyp3R1ffvwffOmY0lndNKrp9pRKM5/95d7+CmR/ahu2sO9l27uDhA89J7n3O1zkUxBQkTrGmRCuzUKPTHjoxmkVMKiXgMQ6kM7nriNWx47OXisWN1JLtpHWvlwpL6XTV5+OFB45oSBFj7yz5854yOko4TG77R6Vidi93kSUBgl3dSH1ZH3Zcfm9Ad29ocw/LTPonfvzpQMV9rrGGaXotHSxyLWcuooVTGtIt8cjSDdYtm48ptu4vX8cYL5mIknUWi2Zk/X87HImGC6UHiCrX2JI0lrKbXjFKvNyydi7ueeA0DSa2Le4UUHrhy2+6S9OCV23Yj53BpkGIKEhYYaRHXsBOxhZlqU5v1FBx5fj5WDP0HB4vdNX7/6oBh6jQRN4/iCBmPjN2VZJzi954Zv8/vB9W6zg+mMhXXojUeq6htmYlUTLvlO9B1npAwwvTgGMLvgXx+nb9aN4dGO7NbpTy9BsDwWmSzOQyOZCyr9dhxgpBSqB4cQ9TTjaEe9NHUkBZJDKdziAhwx29fxaKTjkbHlDZ8OJJGWzyG4XQWrc216yT1RGnVlG8ASr635ksdWPXXx6Ktxd0mtIB59/PNKxfgridew5L503HVfR+JKzYu78Tk1rippN7N6HU8RsckkFA9ON7wYpOoWefzB55/Cxd9/hgsXTAD67btqvje8tM+WVWIUa/sutpgReCjqcVd86Zhyfzp+PbPd5Y4ikmJZkSj5gmHeh2pWS2qNR7Dpt/0o//QELq75hRl7NXep5u1QePrOgzJBwAAHetJREFU3onWeAwtMTovEjyYHhxDeLFJ1Kzz+crPH4PkaBbrtu2q+N6ik46uuSG23lZC1Ry1/nuXndmBq+4rVeFdvqUPQ1qnCiPqTXcm01m8eThp+FkMpTLFjcSLbv4tjr/mQXT37sVw2p9OIcbXvQ8HP0jh8FAKyVH3UqqE1AOdlgd4VVfxov5h5iQmtjRh6pEtpl3Ra0V89UaJ1Ry1/ntmvRFb4zFTx9iII735sZcMWzIFrUZldt1ntCd0zsu7uightWB60GW87DbgxSZRMzVb/8FBxGMR0+/VUrzVq5KrJTcvfK9gg5Fts6a2Gb92A4703Q9SxZZMHVPasH8gidZ4DNFoJFAbeat9ngXnteKOp8dkJxMSThhpuUyjHbT1WInY9Cq2Qr87JyM8sw2ytzzej5sfewmblndWfG/7CwdKHInR+6g3Aqm2iVn/vY4prdhoYptZ+rTedGvhvRz6MIWvbvodVtzxdLFGVLA5KBt5q32eeucVtp6RZOxC9aDLODWO3G7E5maEVxhYmGiO4U/vDyOngGkfm4D9A0n81RFxZBQqlIXF/ns11H5uqtiy2RyGtBH2hfleZgKRXE7lbYhH8ebhJG5+7CW8+0HK8jUMkyLP7L3esHQubnpkHw59mGKkRbzA0h8InZbLOCVDt/s6bsvfczmFD0fS+DCVKemLt2l5JyaZSLedsKtRZ2Dl58eroq5RR01Ig3AIZBAwGyQ4oSlib6y5zfqK2/L3SEQQjUQq+uKt2dJXNfVZza5a18KJzctWUnNmirqcwpheuCMRQVtLDFDA5IlxbPhG55juGUnCCZ2Wy5TXXG67cAG2Pv0mZq9/2Naia7e+4oX83bQvXnPU1CGb2fXm4WTNa+FkfbAa430oYpBqboSUQ6flAYVFIDmaxbd/vhMbHnvZ9qJrV6hg9fhG5PhmDujldwdNHXLBrrVnzcL2K07HK//tXPx0xQLs2Hew5rVw05nor0NhL1X5+xoc4Z4lQvyGlVUPaWTRtStnt3J8o2INI7l5oXiv70yhr1VFIoL2RBOWnTYTl2/pK/m5vv1/qXot3GoeW34d1nypAxuXd1bYd/eTr+Gbf3OcrXOFSZBBSBigEMNDvOoN6KU9+kX55XcHccvj/ejd9Q4Ac5Wk2XmvP/9kTJ4YL567fMGfEItgIJmuEEhMjMeQyeXTlfoO61adhZE9/dctxiuHhoptlm55vB8P7jlgS/XJicCE2IK9B4OG1blLntlTQxRhZdEvpD4HUxl09+61FAWZnXfmpASg3UOZLfjtiSbcvnIBEvEY3jycxIN7DuDLn55aomD86YrPYDSbwxpdpFTNWRjZ88qhoYr387njJtmK6qr1RaR8nJD6YE3LQ4I2zdesJjWSztpW6dmpuZmKRFLZ4rUwE10Mp3PIKeAfbn8aZ9y0A589bnKFgvG9ZBprtvRZFmwY2bP9hQMVm5ELbZhqUaiPjXdBByFuQKflMUFSZpk5mlwOtlV6dhyyqYPTLeamC348itZ4DFOPiGP7Fadj1tQ2dHfNQde8aeiaNw3brzgdMycl7G0PMLBn+WkzkWiK4vrzT8a+axfj+vNPRnOVbvAF9LL8l98ddF3BSch4w7UchYjMANADYCrySZ/NSqmNItIO4JcAjgHwOoCvK6XeExEBsBHAuQCSAFYppZ7TXusiAOu1l75WKXWPW3aPJ0wn7grqihAiEa111Gj1tKIVkYip6CKVxfvDo1i3aHZJSvCmC+ahOSpYs7UP3V1zbAk2jOyJCHDx3fbrffoI8ZbH+3HD0rklc7O8TgdTCELGGm5GWhkA/6iUOhHAZwFcJiInAvg+gF8rpWYB+LX2NQAsBjBL+7cawK0AoDm5HwI4DcCpAH4oIke5aPe4wijyq3ePl53Nv7UiTrNoLBIBIiIVKcF123ZhaDRb4izs9DEst6elqb7Unj5C7N31TrFprh/pYDcnSXs1uYCQclxzWkqpA4VISSn1IYA/AvgEgPMAFCKlewAs0R6fB6BH5XkKwMdE5GgAiwA8qpQaUEq9B+BRAOe4ZXeQ8XfESScigqrntrP5t9Z7KUQ/d65aiL7/ejZ+cclpmNAURTwaMR2BMqM9AcAZZ1Gv4y7/ud5d76C7d28xyvMyynFrM7abzpCQWnhS0xKRYwDMB/A0gKlKqQPat/6EfPoQyDu0/bofe0t7zuz5cYWXC0VFfWrlQjRHI7j4buNz64UHhfpSAaPoxM57GUplcUmPdlzPsxhIppE02fy7fyBZ/LpRZ1Fv1/kgzctySwjiVWcSQoxw3WmJSBuA+wBcoZT6QP89ld8k5siqKyKrReRZEXn20KFDTrxkoPB6odCnyyDApfc+V3HukUwWydEMDg+lig6ou3cv1p09u+i4jKITq+/F7LhIRAwjwaMSTY45C6vCkvKIEUBgFKJutfKiKpL4iaubRUSkCXmH9Qul1P3a0++KyNFKqQNa+u+g9vzbAGbofny69tzbAM4oe35H+bmUUpsBbAbym4sdfBuBwM+FwujcU4+IYyiVwVAqi6vv31OyF+mq+3aju2sODn2YwkYDmbj+9brmTcNlZ3agY0obhkezyOVUcYE3e88tTVG0xKKVAhLA0eGKBccNwFB8UW3zcLWf8wq39gW61ZmEECu4FmlpasA7AfxRKbVB961eABdpjy8C8G+651dKns8CeF9LI24HcLaIHKUJMM7WnhtXeNEA18q5C7LyDd/oxFAqixntxvLyghS9MCdLH42MpPOv1zVvGtadPRvdvXsxe30+/adPE1Z7z0ZCDq+3EwQ9TebWvsAgpUDJ+MO1Nk4i8gUAvwOwB0BOe/oa5Ota/wpgJoA3kJe8D2hO7p+RF1kkAfwnpdSz2mt9U/tZALhOKXVXtXMHtY1TI/jZEqhw7i1Pv4El86eXSLh/umIBLr13Z4U0vLtrDrp79+LOixZicDRT0sdv0/JONEcjeC+ZLonSCj9bkJUHvQ2SUwM+w4iRlB5wd4gnGfNwCORYw889N4Vpxat7Sh3U2rNm4RunzsQVW0ubyz7w/Fs4f8F0KAV871e7Kx2T1oqp1qLv1Ht249p5MWgzLE4g6DcYJBTQaRFnqNUU9//90zl4671hzJyUQDKVBaCQiMfw9nvDOPrIFnzqvzxc4Zj2XbsY+weSxpHWyoX5YYQO2u/GglqY3vxeMo0Z7QnsH0jiqEQTJrY0NbxQh80JBK0ZNAklnFxMGqdcnm6kDhxJ57O/Pf/3dQwMjeKSnp044QcP4Xu/2p1feL/UUfKapxzTjv6Dg9jw6Ev471+fV1IbufGCucjmco5K+d2sPY1mc7j6/j2Yvf4hXH3/Hoxmc7V/yAJBr5eVQ0Uh8Qo6LVJ1o6/R4nnVfbvxo/PmYO1Zs7Bp+XxMaI7grA3/gc8dPxlX3VfaqeKKrX246PPHljimG5bOLUZrSqlif7/urjn4ycP7cOm9zzm6OLu7X6m8MW+fI7aHzQn4KRQi4wvG7eOcWmkos8VzYkt+kGN7ognD6RxOOaYdHVPaTI6N4bYLF6CtJT9O5KZH9hXTi3915ATMXl9Z17IzHqUWbkm03XQsYZOVB23sDhm7MNIaRxhFVNXSULmc+ej5/oODuHxLH4YzOUyIRXDbhQswbHK3PTSayS+0CmiNx3Dow1Qx6jJ7/WTK/ngUM9ySaLsZXYRNVh60sTtk7EIhxjjBdKhiaxNmr68USrx03WIcHjSWud+wdC5uemRfcZLv4cH8655z0lQsPuloXK5TEm5c1olJrc2IamM9rE0jno/WeLRml3U7kZgbSjy3xRJhUg8S4gCcXEw+wmyK7uaVCwzTUEOpTPH4/kNDuHXFZzCxpQn9BweL6b1CpFQ4rrtrDrb+4U10d80pjqnf+oc38c2/OQ5tmtMy6jJRPhZkQiwCiUjV1Jtdh1Gru4Ud9M6kNR7F7SsXIhF33rE4aTMhYwX+JYwTzOovrfGYcS2ibMQGgGL3imdeHygZ3Fg4rmNKG776m35seOzl4jliEcF3vzyrqm3lc7gGRzLFtKFZTcevUfZmzjLRHKVjIcQD+FcWINxMB1Ur7BsNZEymS4/v3fUOOj7eis0rF6A1HjM8rv/gYF3iAUNHsKwTN10wD+u27TIs7PulrqvXWTLVR4gzUIgRENwePWJW2J8QixgupvnjO0uOXzJ/Ou564jUcHkyVHZd/3Vt39OPGC+wNXwRM9iRt7QOg0N01B/uuzY9H0af+zEQQgyPuDiSsx1ly/hQhzkEhRkAo7yjQNW8a1n7lhGKXiUgEaGkyv0u3cidvVQRRcA7J0QxGM7liLauwt6qaIGIknUUuB1s1nvIefoXO77OmtuHldwex/YUD+bqYLpLJ5RT+PJQq6WlYaB9VfqyT1NP5gd0iCLEEhRhe4UTqp3xcx7qzZ5co9m68YC5u2r4P736QqhAcWBElGNk4ksliKJXBvd86reiU9KmulqYo4rFoxT6q8siivCaVHM0Cyrp4QJ+6NHrvG5d1YkKsNClQkFjrRR8FRWOtGloj1LMfKWwbhQkJMkwPNohTqR99uuuyMzsqOktcuW03vnNGh2E7H9O9VqNZDKYyyGZzBjamkM581IKo0J5p6hHx4mKaHM1i/0Cy5l6kRq+BPsVo9N4v35rfD1bOcDqH7t69OP6aB7Ho5t+id9c7juyTqtYhpJ79SOwWQYhzMD3YIE6lfvTR0r3fOs2wS8S+axfj+GserOyEbjIiY9+1i7Hijqdx24UL8O2fV44Puf78k3HGTTsqnps8MV4cDfLhSBrpXA6DI1nTprBOXAN9JGh13IfdhrVWU6hO770KW/NbQnyCDXO9wKnUj/4O3qyzRP/BweJj/V16+Z1817xpeGztFyECdHfNMbVxRnui4rmZkxLFVFdhn1BOoWpTWCeuQeFcdqMSqw1rrUaD9TSqrRaZFd4bu0UQ4gx0Wg1Sa5GttaDpKSzcieZK5d6NF8zFrTv6DRV5+vTaks5p+N45s3H1/XuKXdnNOq3vH0hW2p3Kliymw5kcLq/RFNbJ9Jed9kV2GtZadUZ2HbBVZ+j1VGVCxipMDzZItdQPgLrSQuVpr4MfjOCICU2YYEEZCAVc0lOZqiukCMunB19673NVbbMyndfp9JdVYYudycFWj7Wb6qQykBDHoHrQC/Spn/JFdlDX4giwvhE1mc7i0nufs7UQfpTKU4aRQls8VrExGICh3SW2mG1KTmWLgxqrXYN6sNq+yE4ndKvH2lUHUhlIiLcwPegAZqmfehe0RhZCs1TdywcH0Vpmo5WUldEm4//5953IKVWS8vQj/WUnlWj1WLv1JyoDCfEWpgddpN7UUSMpp2qbblf99bF1OZTkaAYHP0hhRnsCf3p/GIBUtFfySlhgtEF6OJMbs53eCRlHWPqDodNykXoXtMK+qmojPvTnKF+IlVIYGs2iNR5D/8F8R4kl86fX3S1CXw/afsXp6O7d60sNJ6gOgn0FCXEE1rT8pt5az3AmV3PEB1B9EW+NR/HOX4Yxa2obPvGx4/D+8Che/fNQXbUWfT3IbDqxFzUcvzq714IjRAjxDv6FuUw9C1qiOYpNFkZ8VFvEIwKIAP9w+9MlraBG0lkkmu197Hpxgmkn91QWELgaZVD0QAihECOAWC3uV1vEczngym2VraByxntvqxKJCNoTTdi8cgE6prRio8EesvUP7HG9ezlFD4QQOq0AYlXpVm0RT8RNHFrcflSSyykMJNNY3bMTs9c/jK1Pv4nbLlyAl65bjOvPPxk/eXgfHuh7x1L3iEawoxYkhIxNKMQIKFZUcoD55uVkOtuQAlF/7ogAF99t8ForF6LzR49Y2tzrFGaiB4ohCAk9FGKEGX0tLNEUNXVOZkKPekZoAGbijk5MPSJeclwhaqtnUnEjGNUIg6oqJIQ4DyOtEFDvvq16BkOaRVVGHeFvX7kQw5oYpB5n4VR0xFZKRA+j7tDCSGusUK9qrpZy0U5UNXNSAp87blJp1NYcRaI5ijtXLfxoWnHKWj3LbnRUbSGiqpAUYNQ99qEQIwS4pZoz7nzehyvOOqHyXKmsaWujoVQWl/RoXc57rCkI7YwAqdVJnapCUqCe0TIkXNBphQC3VHNmEUohqio5V3PUsLdgvYuEneio1jm8VBXaGTVDvIdR99iH6cEQUKuzRr05/God3Kt18dCfDwrGIo0ai4TRudd8qQNDqQxa4zEMpTJINEcxnM7VXIic7jJvBlNPwcdO538SThhpVcHKXbVXd95mXdStDiE0wjRCMYmqDM/X8yzWLZqNrnnTisdYSc2Vn3vtWbOw7NSZWN2zEyf84CGs7tmJt98bwc9+9yoGRzI103+NdJm3+hky9RR8uJdv7EP1oAlW7qq9vvM2iqga2Y9l9prVbDdT6l1//sk4a8N/2LoG+nMPpTJY3bOz4nW7u+Zg+wsHsOy0mSWd6526znY+QztDJ4l/UD0YWix9SIy0TLByV+3lnbdZRNVoDt9uhFKtDvbSdYtx56qFmNAUBQQ1I0/9uVvjMcPX7ZjShk2/6bc148oOdj5DCj7CgR+z3Yh30GmZYMUZeFn0NVtch1K1U2eO2lFt4VZlSkIbqUqz1y006B1O51xZiOx8hkw9EeI/dFomWLmr9vLOu9ri6uVCWm3hbiTyNHrdG5bOxfYXDrj6fux8hnanGhNCnIc1LROCVtOq1vWh4DC8yuGb9v9rsOZTXuMqqgddfD9UBBISGDi5uFHqaYPkhBTdzJagL65hbafEwj0hgYBOy0/ccDJBX1zD4FgB/65j0D8/QnyGTstPwhp1NErQF2a/HGtYHDohPkLJu5+M13YyVuTGfrZC8muDMDcmE+IMdFouwT09xjTSwcMJ/LqZGK83MYQ4DZ2WS3BPjzF+Rxxu3ExYiRx5E0OIM7Cm5SJBr+9YxVEVpM+tkJyuLVl9Pda0CKkJhRikcZxebIMgUHHSCdt5P2PlJoYQl6AQgzRGLqcwNJpBe2szurvm4NyTj244nReEtGk9venMUoB2alXsiUdI44xd7TVpCKMI64alcwEAD+45ULeAwKvZV3aptUncLNpMpjm/iRAvYaRFDDESTFx1325cdmZHwwKCoEUctRSN1cQjQYgcCRlP8FaQGGKW9uqY0jbmFmW9UwJQdEqFulS1FGBEghk5EjJWYaRFDDGXaGfGnOKtVl2qllw9aJEjIWMZOq1xiJV9RWZpr9bmsbco13JKTAESEhwoeR9n2BovP04k2lbH0IyHa0GIj3CfFqmk1r6i8bo4j9f3TUiAsPQHRyHGOKNa/SYfcaSwZkufLuLoxKTW+JhfwAt1KQCUqhMSYFjTGmdUq98kR7NYs6WvTNrdx/54hJDAQKc1zqgmKkjETaKwOAUHhJBgwDzIOKNaR4rBkYxxd4dUFm0t/FUhhPgPI61xiNm+okgEuPGCuSVR2I0XzEWEvyWEkIDA22dSpCUWxcR4DNeffzJmtCewfyCJifEYWmJMDxJCggGdFikSiQgmtjQhGo1ABJg8MU7pNyEkUNBpkRIo/SaEBBlWKwghhIQGOi1CCCGhgU6LEEJIaKDTIoQQEhrotAghhIQGOi1CCCGhgU6LEEJIaKDTIoQQEhpC47RE5BwR2Sci/SLyfb/tIcQpcjmFwVQGOaX9nxt7g1kJcYpQtDwQkSiAWwB8BcBbAJ4RkV6l1Iv+WkZIY+QHb45izZbndYM352NSazPbZxFiQFgirVMB9CulXlVKjQLYCuA8n20ipGGS6SzWbHm+bPDm80imOXiTECPC4rQ+AWC/7uu3tOcICTWJZpPBm83srE+IEWFxWjURkdUi8qyIPHvo0CG/zSHEEsnRLE45pr3kuVOOaUdylJEWIUaExWm9DWCG7uvp2nNFlFKblVILlVILP/7xj3tqHCH1kmiKYtPy+SWDNzctn49EEyMtQowIhRADwDMAZonIscg7q2UA/t5fkwhpnEhEMKm1GbdftBCJ5iiSo1nOMCOkCqFwWkqpjIh8F8B2AFEAP1NK7fXZLEIcgTPMCLFOaP5ClFIPAnjQbzsIIYT4R1hqWoQQQgidFiGEkPBAp0UIISQ00GkRQggJDXRahBBCQgOdFiGEkNBAp0UIISQ00GkRQggJDXRahBBCQgOdFiGEkNBAp0UIISQ0iFLKbxscR0QOAXjD49NOBvBnj89ZL7TVHcJia1jsBGirGwTVzj8rpc6pddCYdFp+ICLPKqUW+m2HFWirO4TF1rDYCdBWNwiLnWYwPUgIISQ00GkRQggJDXRazrHZbwNsQFvdISy2hsVOgLa6QVjsNIQ1LUIIIaGBkRYhhJDQQKdlExE5R0T2iUi/iHzf4Puni8hzIpIRka/5YaPOllq2rhWRF0Vkt4j8WkQ+6Yedmi21bL1URPaISJ+IPCEiJwbRTt1xS0VEiYhvKi0L13SViBzSrmmfiHzLDzs1W2peVxH5uvb7uldE/pfXNmo21Lqm/0N3PV8Skb/4YadmSy1bZ4rI4yLyvLYGnOuHnbZRSvGfxX8AogBeAXAcgGYAuwCcWHbMMQDmAugB8LWA23omgIT2+DsAfhlgW4/QPe4C8HAQ7dSOmwjgtwCeArAwwNd0FYB/9sO+OmydBeB5AEdpX08Jop1lx/9nAD8L8DXdDOA72uMTAbzu9++ClX+MtOxxKoB+pdSrSqlRAFsBnKc/QCn1ulJqN4CcHwbqsGLr40qppPblUwCme2xjASu2fqD7shWAH8XYmnZq/BOAGwCMeGlcGVZtDQJWbL0EwC1KqfcAQCl10GMbAfvXdDmALZ5YVokVWxWAI7THRwJ4x0P76oZOyx6fALBf9/Vb2nNBxK6tFwN4yFWLzLFkq4hcJiKvAPgJgDUe2aanpp0i8hkAM5RS/8dLwwyw+vkv1VJDvxKRGd6YVoEVW08AcIKIPCkiT4lIzc4JLmD5b0pLtR8L4Dce2GWEFVu7AawQkbcAPIh8ZBh46LQIRGQFgIUAbvTblmoopW5RSh0P4CoA6/22pxwRiQDYAOAf/bbFIv8O4Bil1FwAjwK4x2d7qhFDPkV4BvIRzO0i8jFfLarOMgC/Ukpl/TakCssB3K2Umg7gXAA/136HA03gDQwYbwPQ341O154LIpZsFZGzAPwAQJdSKuWRbeXYva5bASxx1SJjatk5EcBJAHaIyOsAPgug1ycxRs1rqpQ6rPvM7wCwwCPbyrHy+b8FoFcplVZKvQbgJeSdmJfY+T1dBv9Sg4A1Wy8G8K8AoJT6PYAW5PsSBhu/i2ph+of83d6ryIf9heLmHJNj74a/QoyatgKYj3yxdlbQr6veRgB/C+DZINpZdvwO+CfEsHJNj9Y9/jsATwXY1nMA3KM9nox86mtS0OzUjvsUgNeh7YMN8DV9CMAq7fGnka9p+Waz5ffmtwFh+4d8GP2Sttj/QHvuR8hHKgBwCvJ3hUMADgPYG2BbHwPwLoA+7V9vgG3dCGCvZufj1ZyFn3aWHeub07J4Ta/Xruku7Zp+KsC2CvKp1xcB7AGwLIh2al93A/ixX9fSxjU9EcCT2uffB+Bsv2228o8dMQghhIQG1rQIIYSEBjotQgghoYFOixBCSGig0yKEEBIa6LQIIYSEBjotQgKCiFzjtw2EBB1K3gkJCCIyqJRq89sOQoIMIy1CfEBEHhCRndpsqNUi8mMAE7Q5TL/QjlkhIn/QnrtNRKLa84MicqP2s4+JyKkiskNEXhWRLu2YVSLyb9rzL4vID318u4Q4BiMtQnxARNqVUgMiMgHAMwC+COCNQqQlIp9Gvpv9+UqptIj8C/JtlnpERAE4Vyn1kIj8b+RHtXwV+Q4H9yilOkVkFfIdL04CkNTOsUop9azHb5UQR4n5bQAh45Q1IvJ32uMZqGz++mXkG9g+IyIAMAFAYYbUKICHtcd7AKQ0x7YH+SGkBR5VSh0GABG5H8AXANBpkVBDp0WIx4jIGQDOAvA5pVRSRHYg32G75DDko6arDV4irT5KkeQApABAKZUTEf3fdHkahWkVEnpY0yLEe44E8J7msD6F/AgTAEiLSJP2+NcAviYiU4B8OlEbLGiHr2g/NwH5US5POmE8IX5Cp0WI9zwMICYifwTwYwBPac9vBrBbRH6hlHoR+UGXj4jIbuSHNB5t8zx/AHAfgN0A7mM9i4wFKMQgZAyiCTEWKqW+67cthDgJIy1CCCGhgZEWIYSQ0MBIixBCSGig0yKEEBIa6LQIIYSEBjotQgghoYFOixBCSGig0yKEEBIa/j/kDA5CWESN7AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for v,i,j in s_corr_list:\n",
    "    sns.pairplot(data,size=6,x_vars=cols[i],y_vars=cols[j])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
